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| import re | |
| import os | |
| import signal | |
| import logging | |
| import sys | |
| from time import sleep, time | |
| from random import random, randint | |
| from multiprocessing import JoinableQueue, Event, Process | |
| from queue import Empty | |
| from typing import Optional | |
| logger = logging.getLogger(__name__) | |
| def re_findall(pattern, string): | |
| return [m.groupdict() for m in re.finditer(pattern, string)] | |
| class Task: | |
| def __init__(self, function, *args, **kwargs) -> None: | |
| self.function = function | |
| self.args = args | |
| self.kwargs = kwargs | |
| def run(self): | |
| return self.function(*self.args, **self.kwargs) | |
| class CallbackGenerator: | |
| def __init__(self, generator, callback): | |
| self.generator = generator | |
| self.callback = callback | |
| def __iter__(self): | |
| if self.callback is not None and callable(self.callback): | |
| for t in self.generator: | |
| self.callback(t) | |
| yield t | |
| else: | |
| yield from self.generator | |
| def start_worker(q: JoinableQueue, stop_event: Event): # TODO make class? | |
| logger.info('Starting worker...') | |
| while True: | |
| if stop_event.is_set(): | |
| logger.info('Worker exiting because of stop_event') | |
| break | |
| # We set a timeout so we loop past 'stop_event' even if the queue is empty | |
| try: | |
| task = q.get(timeout=.01) | |
| except Empty: | |
| # Run next iteration of loop | |
| continue | |
| # Exit if end of queue | |
| if task is None: | |
| logger.info('Worker exiting because of None on queue') | |
| q.task_done() | |
| break | |
| try: | |
| task.run() # Do the task | |
| except: # Will also catch KeyboardInterrupt | |
| logger.exception(f'Failed to process task {task}', ) | |
| # Can implement some kind of retry handling here | |
| finally: | |
| q.task_done() | |
| class InterruptibleTaskPool: | |
| # https://the-fonz.gitlab.io/posts/python-multiprocessing/ | |
| def __init__(self, | |
| tasks=None, | |
| num_workers=None, | |
| callback=None, # Fired on start | |
| max_queue_size=1, | |
| grace_period=2, | |
| kill_period=30, | |
| ): | |
| self.tasks = CallbackGenerator( | |
| [] if tasks is None else tasks, callback) | |
| self.num_workers = os.cpu_count() if num_workers is None else num_workers | |
| self.max_queue_size = max_queue_size | |
| self.grace_period = grace_period | |
| self.kill_period = kill_period | |
| # The JoinableQueue has an internal counter that increments when an item is put on the queue and | |
| # decrements when q.task_done() is called. This allows us to wait until it's empty using .join() | |
| self.queue = JoinableQueue(maxsize=self.max_queue_size) | |
| # This is a process-safe version of the 'panic' variable shown above | |
| self.stop_event = Event() | |
| # n_workers: Start this many processes | |
| # max_queue_size: If queue exceeds this size, block when putting items on the queue | |
| # grace_period: Send SIGINT to processes if they don't exit within this time after SIGINT/SIGTERM | |
| # kill_period: Send SIGKILL to processes if they don't exit after this many seconds | |
| # self.on_task_complete = on_task_complete | |
| # self.raise_after_interrupt = raise_after_interrupt | |
| def __enter__(self): | |
| self.start() | |
| return self | |
| def __exit__(self, exc_type, exc_value, exc_traceback): | |
| pass | |
| def start(self) -> None: | |
| def handler(signalname): | |
| """ | |
| Python 3.9 has `signal.strsignal(signalnum)` so this closure would not be needed. | |
| Also, 3.8 includes `signal.valid_signals()` that can be used to create a mapping for the same purpose. | |
| """ | |
| def f(signal_received, frame): | |
| raise KeyboardInterrupt(f'{signalname} received') | |
| return f | |
| # This will be inherited by the child process if it is forked (not spawned) | |
| signal.signal(signal.SIGINT, handler('SIGINT')) | |
| signal.signal(signal.SIGTERM, handler('SIGTERM')) | |
| procs = [] | |
| for i in range(self.num_workers): | |
| # Make it a daemon process so it is definitely terminated when this process exits, | |
| # might be overkill but is a nice feature. See | |
| # https://docs.python.org/3.8/library/multiprocessing.html#multiprocessing.Process.daemon | |
| p = Process(name=f'Worker-{i:02d}', daemon=True, | |
| target=start_worker, args=(self.queue, self.stop_event)) | |
| procs.append(p) | |
| p.start() | |
| try: | |
| # Put tasks on queue | |
| for task in self.tasks: | |
| logger.info(f'Put task {task} on queue') | |
| self.queue.put(task) | |
| # Put exit tasks on queue | |
| for i in range(self.num_workers): | |
| self.queue.put(None) | |
| # Wait until all tasks are processed | |
| self.queue.join() | |
| except KeyboardInterrupt: | |
| logger.warning('Caught KeyboardInterrupt! Setting stop event...') | |
| # raise # TODO add option | |
| finally: | |
| self.stop_event.set() | |
| t = time() | |
| # Send SIGINT if process doesn't exit quickly enough, and kill it as last resort | |
| # .is_alive() also implicitly joins the process (good practice in linux) | |
| while True: | |
| alive_procs = [p for p in procs if p.is_alive()] | |
| if not alive_procs: | |
| break | |
| if time() > t + self.grace_period: | |
| for p in alive_procs: | |
| os.kill(p.pid, signal.SIGINT) | |
| logger.warning(f'Sending SIGINT to {p}') | |
| elif time() > t + self.kill_period: | |
| for p in alive_procs: | |
| logger.warning(f'Sending SIGKILL to {p}') | |
| # Queues and other inter-process communication primitives can break when | |
| # process is killed, but we don't care here | |
| p.kill() | |
| sleep(.01) | |
| sleep(.1) | |
| for p in procs: | |
| logger.info(f'Process status: {p}') | |
| def jaccard(x1, x2, y1, y2): | |
| # Calculate jaccard index | |
| intersection = max(0, min(x2, y2)-max(x1, y1)) | |
| filled_union = max(x2, y2) - min(x1, y1) | |
| return intersection/filled_union if filled_union > 0 else 0 | |